{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Description\n",
    "\n",
    "Typical office material supply company running their operations sees many challenges, one of the major ones being how to measure the effectiveness of sales and marketing operations. We have picked up an imaginary office material supply company **“Office Corp.”** for our analysis. They have tested a telemarketing campaign targeting existing domestic business customers with a random selection of products. For this exercise, a sample of 16,172 customers were targeted. The products being marketed are Desk, Executive Chair, Standard Chair, Monitor, Printer Computer, Insurance, Toner and Office Supplies.  \n",
    "\n",
    "Office Corp would like to leverage the knowledge gained from this survey (and associated dataset) for future campaigns. Office Corp has hired an analyst team to solve the following three problems using various analytical techniques.  \n",
    "\n",
    "- Profile the customers that responded to the campaign to understand the characteristics of customers who made purchases. \n",
    "\n",
    "- Develop models using the campaign results to target responsive, profitable customers for future campaigns. \n",
    "\n",
    "- Summarize and categorize the profitability of the various marketing segments which may be used to optimize future campaigns.\n",
    "\n",
    "---\n",
    "\n",
    "## Scientific questions/investigation\n",
    "\n",
    "Given marketing dataset, there are three key problems to solve.  \n",
    "\n",
    "- Given campaign period data, looking at customer profile, we aim to predict whether customer will Buy or Not Buy. We intent to frame this as a Classification problem. \n",
    "\n",
    "- Among the customers who are predicted as they will buy, we aim to estimate what will be size of purchase. We intent to frame this as a Regression problem. \n",
    "\n",
    "- For those customers who are likely to purchase and in general other customers using their historical product purchase data, we aim to predict top 3 products that are likely to be purchased. Also try to predict whether there are any product bundles Office Corp may sell more, etc. We intend to frame this as a Clustering problem.  \n",
    "\n",
    "In the process of analysis, we intent to carry out,  \n",
    "\n",
    "- data missing and imputation treatments,  \n",
    "\n",
    "- data sufficiency and randomized splitting for test-train sets,  \n",
    "\n",
    "- test amount of data necessary for optimal predictions & accuracy, etc.  \n",
    "\n",
    "This last topic of determining optimal amount of data is called the ‘sample complexity study’ and it is extremely important for such real-life marketing campaign problems because collecting too much data unnecessarily may cause the company cost overrun. Data scientists should be able to advise the business department on how much data to collect to achieve a decent model performance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "supply = pd.read_csv(\"office_supply.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "supply = supply[['Customer Number', 'Service Level',' Date of Last Transaction ','Number of Transactions','Email Available']]\n",
    "supply.columns = ['Customer Number', 'Service Level','Date of Last Transaction','Number of Transactions','Email Available']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "campaign = pd.read_excel(\"office_supply campaign_results.xlsx\", \n",
    "                         sheet_name=\"Campaign Results\",\n",
    "                         na_values=[' ',''], true_values=['TRUE'],false_values=['FALSE'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Customer Number', 'Campaign Period Sales', 'Historical Sales Volume',\n",
       "       'Date of First Purchase', 'Number of Prior Year Transactions',\n",
       "       'Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
       "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
       "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
       "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees',\n",
       "       'Language'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "campaign.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Service Level\n",
      "Date of Last Transaction\n",
      "Number of Transactions\n",
      "Email Available\n"
     ]
    }
   ],
   "source": [
    "for c1 in supply.columns:\n",
    "    if c1 not in campaign.columns:\n",
    "        print(c1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "supply['Customer Number'] = supply['Customer Number'].apply(lambda x: int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "campaign=campaign.dropna(axis=0,subset=['Customer Number'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "campaign['Customer Number'] = campaign['Customer Number'].apply(lambda x: int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = campaign.merge(supply,on='Customer Number')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer Number</th>\n",
       "      <th>Campaign Period Sales</th>\n",
       "      <th>Historical Sales Volume</th>\n",
       "      <th>Date of First Purchase</th>\n",
       "      <th>Number of Prior Year Transactions</th>\n",
       "      <th>Do Not Direct Mail Solicit</th>\n",
       "      <th>Do Not Email</th>\n",
       "      <th>Do Not Telemarket</th>\n",
       "      <th>Repurchase Method</th>\n",
       "      <th>Last Transaction Channel</th>\n",
       "      <th>...</th>\n",
       "      <th>Computer</th>\n",
       "      <th>Insurance</th>\n",
       "      <th>Toner</th>\n",
       "      <th>Office Supplies</th>\n",
       "      <th>Number of Employees</th>\n",
       "      <th>Language</th>\n",
       "      <th>Service Level</th>\n",
       "      <th>Date of Last Transaction</th>\n",
       "      <th>Number of Transactions</th>\n",
       "      <th>Email Available</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>86734</td>\n",
       "      <td>238.704762</td>\n",
       "      <td>146803.428571</td>\n",
       "      <td>1968-10-01</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AUTO RENEW</td>\n",
       "      <td>AUTO RENEW</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>6-10</td>\n",
       "      <td>English</td>\n",
       "      <td>Premier</td>\n",
       "      <td>2/5/2015</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>97098</td>\n",
       "      <td>281.680000</td>\n",
       "      <td>439984.160000</td>\n",
       "      <td>1981-06-15</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NOTICE</td>\n",
       "      <td>MAIL</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>11-50</td>\n",
       "      <td>English</td>\n",
       "      <td>Premier</td>\n",
       "      <td>10/2/2014</td>\n",
       "      <td>22</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100836</td>\n",
       "      <td>432.857143</td>\n",
       "      <td>970465.714286</td>\n",
       "      <td>1962-11-01</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NOTICE</td>\n",
       "      <td>MAIL</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>6-10</td>\n",
       "      <td>English</td>\n",
       "      <td>Premier</td>\n",
       "      <td>3/17/2010</td>\n",
       "      <td>19</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>116390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>230193.600000</td>\n",
       "      <td>1983-06-01</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NOTICE</td>\n",
       "      <td>PHONE</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>1-5</td>\n",
       "      <td>English</td>\n",
       "      <td>Standard</td>\n",
       "      <td>8/14/2014</td>\n",
       "      <td>17</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127914</td>\n",
       "      <td>1370.166667</td>\n",
       "      <td>27403.333333</td>\n",
       "      <td>1987-07-15</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NOTICE</td>\n",
       "      <td>BRANCH (PHONE)</td>\n",
       "      <td>...</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Premier</td>\n",
       "      <td>8/17/2015</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer Number  Campaign Period Sales  Historical Sales Volume  \\\n",
       "0            86734             238.704762            146803.428571   \n",
       "1            97098             281.680000            439984.160000   \n",
       "2           100836             432.857143            970465.714286   \n",
       "3           116390               0.000000            230193.600000   \n",
       "4           127914            1370.166667             27403.333333   \n",
       "\n",
       "  Date of First Purchase  Number of Prior Year Transactions  \\\n",
       "0             1968-10-01                               15.0   \n",
       "1             1981-06-15                               22.0   \n",
       "2             1962-11-01                               19.0   \n",
       "3             1983-06-01                               17.0   \n",
       "4             1987-07-15                               21.0   \n",
       "\n",
       "   Do Not Direct Mail Solicit  Do Not Email  Do Not Telemarket  \\\n",
       "0                         0.0           0.0                0.0   \n",
       "1                         0.0           0.0                0.0   \n",
       "2                         0.0           0.0                0.0   \n",
       "3                         0.0           0.0                0.0   \n",
       "4                         0.0           0.0                0.0   \n",
       "\n",
       "  Repurchase Method Last Transaction Channel  ... Computer Insurance Toner  \\\n",
       "0        AUTO RENEW               AUTO RENEW  ...        N         Y     N   \n",
       "1            NOTICE                     MAIL  ...        N         N     N   \n",
       "2            NOTICE                     MAIL  ...        N         N     N   \n",
       "3            NOTICE                    PHONE  ...        N         N     N   \n",
       "4            NOTICE           BRANCH (PHONE)  ...        N         Y     N   \n",
       "\n",
       "  Office Supplies Number of Employees Language Service Level  \\\n",
       "0               Y                6-10  English       Premier   \n",
       "1               Y               11-50  English       Premier   \n",
       "2               Y                6-10  English       Premier   \n",
       "3               Y                 1-5  English      Standard   \n",
       "4               N                 NaN      NaN       Premier   \n",
       "\n",
       "  Date of Last Transaction Number of Transactions Email Available  \n",
       "0                 2/5/2015                     15            True  \n",
       "1                10/2/2014                     22            True  \n",
       "2                3/17/2010                     19            True  \n",
       "3                8/14/2014                     17            True  \n",
       "4                8/17/2015                      1            True  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Date of Last Transaction'] = pd.to_datetime(df['Date of Last Transaction'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Number of Prior Year Transactions'] = df['Number of Prior Year Transactions'].apply(lambda x: int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 16190 entries, 0 to 16189\n",
      "Data columns (total 25 columns):\n",
      " #   Column                             Non-Null Count  Dtype         \n",
      "---  ------                             --------------  -----         \n",
      " 0   Customer Number                    16190 non-null  int64         \n",
      " 1   Campaign Period Sales              16190 non-null  float64       \n",
      " 2   Historical Sales Volume            16190 non-null  float64       \n",
      " 3   Date of First Purchase             16190 non-null  datetime64[ns]\n",
      " 4   Number of Prior Year Transactions  16190 non-null  int64         \n",
      " 5   Do Not Direct Mail Solicit         16190 non-null  float64       \n",
      " 6   Do Not Email                       16190 non-null  float64       \n",
      " 7   Do Not Telemarket                  16190 non-null  float64       \n",
      " 8   Repurchase Method                  16190 non-null  object        \n",
      " 9   Last Transaction Channel           15747 non-null  object        \n",
      " 10  Desk                               16190 non-null  object        \n",
      " 11  Executive Chair                    16189 non-null  object        \n",
      " 12  Standard Chair                     16189 non-null  object        \n",
      " 13  Monitor                            16189 non-null  object        \n",
      " 14  Printer                            16189 non-null  object        \n",
      " 15  Computer                           16190 non-null  object        \n",
      " 16  Insurance                          16188 non-null  object        \n",
      " 17  Toner                              16188 non-null  object        \n",
      " 18  Office Supplies                    16190 non-null  object        \n",
      " 19  Number of Employees                12439 non-null  object        \n",
      " 20  Language                           11715 non-null  object        \n",
      " 21  Service Level                      16190 non-null  object        \n",
      " 22  Date of Last Transaction           16190 non-null  datetime64[ns]\n",
      " 23  Number of Transactions             16190 non-null  int64         \n",
      " 24  Email Available                    16190 non-null  bool          \n",
      "dtypes: bool(1), datetime64[ns](2), float64(5), int64(3), object(14)\n",
      "memory usage: 3.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fill `Language` missing values by `Unknown` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Language'].fillna('Unknown',inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dropping all other missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Customer Number', 'Campaign Period Sales', 'Historical Sales Volume',\n",
       "       'Date of First Purchase', 'Number of Prior Year Transactions',\n",
       "       'Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
       "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
       "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
       "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees',\n",
       "       'Language', 'Service Level', 'Date of Last Transaction',\n",
       "       'Number of Transactions', 'Email Available'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 12132 entries, 0 to 14965\n",
      "Data columns (total 25 columns):\n",
      " #   Column                             Non-Null Count  Dtype         \n",
      "---  ------                             --------------  -----         \n",
      " 0   Customer Number                    12132 non-null  int64         \n",
      " 1   Campaign Period Sales              12132 non-null  float64       \n",
      " 2   Historical Sales Volume            12132 non-null  float64       \n",
      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
      " 5   Do Not Direct Mail Solicit         12132 non-null  float64       \n",
      " 6   Do Not Email                       12132 non-null  float64       \n",
      " 7   Do Not Telemarket                  12132 non-null  float64       \n",
      " 8   Repurchase Method                  12132 non-null  object        \n",
      " 9   Last Transaction Channel           12132 non-null  object        \n",
      " 10  Desk                               12132 non-null  object        \n",
      " 11  Executive Chair                    12132 non-null  object        \n",
      " 12  Standard Chair                     12132 non-null  object        \n",
      " 13  Monitor                            12132 non-null  object        \n",
      " 14  Printer                            12132 non-null  object        \n",
      " 15  Computer                           12132 non-null  object        \n",
      " 16  Insurance                          12132 non-null  object        \n",
      " 17  Toner                              12132 non-null  object        \n",
      " 18  Office Supplies                    12132 non-null  object        \n",
      " 19  Number of Employees                12132 non-null  object        \n",
      " 20  Language                           12132 non-null  object        \n",
      " 21  Service Level                      12132 non-null  object        \n",
      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
      " 23  Number of Transactions             12132 non-null  int64         \n",
      " 24  Email Available                    12132 non-null  bool          \n",
      "dtypes: bool(1), datetime64[ns](2), float64(5), int64(3), object(14)\n",
      "memory usage: 2.3+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_vars = ['Do Not Direct Mail Solicit', 'Do Not Email', 'Do Not Telemarket',\n",
    "       'Repurchase Method', 'Last Transaction Channel', 'Desk',\n",
    "       'Executive Chair', 'Standard Chair', 'Monitor', 'Printer', 'Computer',\n",
    "       'Insurance', 'Toner', 'Office Supplies', 'Number of Employees', 'Language','Service Level','Email Available']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cat_vars)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What are the unique values in the columns?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Values in Do Not Direct Mail Solicit: [0. 1.]\n",
      "Values in Do Not Email: [0. 1.]\n",
      "Values in Do Not Telemarket: [0. 1.]\n",
      "Values in Repurchase Method: ['AUTO RENEW' 'NOTICE']\n",
      "Values in Last Transaction Channel: ['AUTO RENEW' 'MAIL' 'PHONE' 'WEB' 'BRANCH (POS)' 'BRANCH (PHONE)' 'IT'\n",
      " 'BILLING']\n",
      "Values in Desk: ['N' 'Y']\n",
      "Values in Executive Chair: ['N' 'Y']\n",
      "Values in Standard Chair: ['N' 'Y']\n",
      "Values in Monitor: ['N' 'Y']\n",
      "Values in Printer: ['N' 'Y']\n",
      "Values in Computer: ['N' 'Y' 'YY']\n",
      "Values in Insurance: ['Y' 'N']\n",
      "Values in Toner: ['N' 'Y']\n",
      "Values in Office Supplies: ['Y' 'N']\n",
      "Values in Number of Employees: ['6-10' '11-50' '1-5' '51-100' '101-500' '500+']\n",
      "Values in Language: ['English' 'Unknown' 'Hindi' 'Italian' 'French' 'Chinese' 'Portuguese'\n",
      " 'Russian' 'Spanish' 'Hebrew' 'Japanese' 'German' 'Polish' 'Arabic'\n",
      " 'Greek' 'Vietnamese' 'Korean' 'Thai' 'Pashto']\n",
      "Values in Service Level: ['Premier' 'Standard']\n",
      "Values in Email Available: [ True False]\n"
     ]
    }
   ],
   "source": [
    "for v in cat_vars:\n",
    "    print(f\"Values in {v}: {df[v].unique()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Converting boolean columns to proper data types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#type_dict = {}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.astype({'Do Not Direct Mail Solicit': 'bool', 'Do Not Email':bool, 'Do Not Telemarket':bool})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 12132 entries, 0 to 14965\n",
      "Data columns (total 25 columns):\n",
      " #   Column                             Non-Null Count  Dtype         \n",
      "---  ------                             --------------  -----         \n",
      " 0   Customer Number                    12132 non-null  int64         \n",
      " 1   Campaign Period Sales              12132 non-null  float64       \n",
      " 2   Historical Sales Volume            12132 non-null  float64       \n",
      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
      " 5   Do Not Direct Mail Solicit         12132 non-null  bool          \n",
      " 6   Do Not Email                       12132 non-null  bool          \n",
      " 7   Do Not Telemarket                  12132 non-null  bool          \n",
      " 8   Repurchase Method                  12132 non-null  object        \n",
      " 9   Last Transaction Channel           12132 non-null  object        \n",
      " 10  Desk                               12132 non-null  object        \n",
      " 11  Executive Chair                    12132 non-null  object        \n",
      " 12  Standard Chair                     12132 non-null  object        \n",
      " 13  Monitor                            12132 non-null  object        \n",
      " 14  Printer                            12132 non-null  object        \n",
      " 15  Computer                           12132 non-null  object        \n",
      " 16  Insurance                          12132 non-null  object        \n",
      " 17  Toner                              12132 non-null  object        \n",
      " 18  Office Supplies                    12132 non-null  object        \n",
      " 19  Number of Employees                12132 non-null  object        \n",
      " 20  Language                           12132 non-null  object        \n",
      " 21  Service Level                      12132 non-null  object        \n",
      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
      " 23  Number of Transactions             12132 non-null  int64         \n",
      " 24  Email Available                    12132 non-null  bool          \n",
      "dtypes: bool(4), datetime64[ns](2), float64(2), int64(3), object(14)\n",
      "memory usage: 2.1+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1800 with 18 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(6,3,figsize=(18,25),squeeze=False,sharey=True)\n",
    "fig.tight_layout(pad=2.0)\n",
    "ax = ax.ravel()\n",
    "for i in range(18):\n",
    "    sns.stripplot(x=cat_vars[i],y='Campaign Period Sales',data=df,ax=ax[i],edgecolor='k')\n",
    "    ax[i].set_xlabel(cat_vars[i],fontsize=14)\n",
    "    if len(df[cat_vars[i]].unique()) > 3:\n",
    "        ax[i].set_xticklabels(labels=df[cat_vars[i]].unique(), rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x1296 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(6,3,figsize=(12,18),squeeze=True,sharey=True)\n",
    "ax = ax.ravel()\n",
    "for i in range(18):\n",
    "    ax[i].pie(df[cat_vars[i]].value_counts(),\n",
    "        labels=df[cat_vars[i]].unique())\n",
    "    ax[i].set_xlabel(cat_vars[i],fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Buy/No buy?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Buy'] = (df['Campaign Period Sales'] > 0).apply(lambda x: int(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4ngtpyJoPM/o/G5JcDLwO+NpEZzlZC96uZX+mXyf5aockv96e/yijv+a4BjgE/A+js4VlaeB6fx/4YeC2duZ7rJbxNxQOXPNZZciaq+pgks8CXwG+B9xRVXP+6d9yMPDf+Q+AO5PsZ3Tp4wNVtWy/cjnJp4C3AxcmmQE+BLwMFq9dfg2DJHXkbLi8I0kayOhLUkeMviR1xOhLUkeMviR1xOhLUkeMviR15P8AmLn8dxKbQmgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['Buy'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Customer engagement length (days)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Customer_engagement_days'] = (pd.Timestamp.now().normalize() - df['Date of First Purchase']).dt.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Days_since_last_transaction'] = (pd.Timestamp.now().normalize() - df['Date of Last Transaction']).dt.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['Customer_engagement_days']/365,bins=25,edgecolor='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\program files\\python37\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: Treating datetime data as categorical rather than numeric in `.describe` is deprecated and will be removed in a future version of pandas. Specify `datetime_is_numeric=True` to silence this warning and adopt the future behavior now.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "count                   12132\n",
       "unique                   2876\n",
       "top       1997-07-01 00:00:00\n",
       "freq                      117\n",
       "first     1926-01-15 00:00:00\n",
       "last      2018-05-29 00:00:00\n",
       "Name: Date of First Purchase, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Date of First Purchase'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df['Days_since_last_transaction'],bins=25,edgecolor='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def customer_engagement(d):\n",
    "    m = df['Customer_engagement_days'].mean()\n",
    "    s = df['Customer_engagement_days'].std()\n",
    "    if d >= m+s:\n",
    "        return 'Long-term'\n",
    "    elif d > m-s and d < m+s:\n",
    "        return 'Mid-term'\n",
    "    else:\n",
    "        return 'Short-term'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28.212618050756745 10.874667067643749\n"
     ]
    }
   ],
   "source": [
    "m = df['Customer_engagement_days'].mean()\n",
    "s = df['Customer_engagement_days'].std()\n",
    "\n",
    "print(m/365,s/365)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Customer_engagement_length'] = df['Customer_engagement_days'].apply(customer_engagement)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(x='Customer_engagement_length',y='Campaign Period Sales',data=df)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df[df['Buy']==1]\n",
    "plt.scatter(df2['Customer_engagement_days']/365,df2['Campaign Period Sales'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Language grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['English', 'Unknown', 'Hindi', 'Italian', 'French', 'Chinese',\n",
       "       'Portuguese', 'Russian', 'Spanish', 'Hebrew', 'Japanese', 'German',\n",
       "       'Polish', 'Arabic', 'Greek', 'Vietnamese', 'Korean', 'Thai',\n",
       "       'Pashto'], dtype=object)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Language'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "def language_group(lan):\n",
    "    if lan=='English':\n",
    "        return 'English'\n",
    "    elif lan=='Hindi' or lan=='Chinese' or lan=='Hebrew' or lan=='Japanese' or lan=='Arabic' or lan=='Vietnamese' or lan=='Thai' or lan=='Pashto':\n",
    "        return 'Asian'\n",
    "    elif lan=='Unknown':\n",
    "        return 'Unknown'\n",
    "    else:\n",
    "        return 'European'        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Language_group'] = df['Language'].apply(language_group)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 12132 entries, 0 to 14965\n",
      "Data columns (total 30 columns):\n",
      " #   Column                             Non-Null Count  Dtype         \n",
      "---  ------                             --------------  -----         \n",
      " 0   Customer Number                    12132 non-null  int64         \n",
      " 1   Campaign Period Sales              12132 non-null  float64       \n",
      " 2   Historical Sales Volume            12132 non-null  float64       \n",
      " 3   Date of First Purchase             12132 non-null  datetime64[ns]\n",
      " 4   Number of Prior Year Transactions  12132 non-null  int64         \n",
      " 5   Do Not Direct Mail Solicit         12132 non-null  bool          \n",
      " 6   Do Not Email                       12132 non-null  bool          \n",
      " 7   Do Not Telemarket                  12132 non-null  bool          \n",
      " 8   Repurchase Method                  12132 non-null  object        \n",
      " 9   Last Transaction Channel           12132 non-null  object        \n",
      " 10  Desk                               12132 non-null  object        \n",
      " 11  Executive Chair                    12132 non-null  object        \n",
      " 12  Standard Chair                     12132 non-null  object        \n",
      " 13  Monitor                            12132 non-null  object        \n",
      " 14  Printer                            12132 non-null  object        \n",
      " 15  Computer                           12132 non-null  object        \n",
      " 16  Insurance                          12132 non-null  object        \n",
      " 17  Toner                              12132 non-null  object        \n",
      " 18  Office Supplies                    12132 non-null  object        \n",
      " 19  Number of Employees                12132 non-null  object        \n",
      " 20  Language                           12132 non-null  object        \n",
      " 21  Service Level                      12132 non-null  object        \n",
      " 22  Date of Last Transaction           12132 non-null  datetime64[ns]\n",
      " 23  Number of Transactions             12132 non-null  int64         \n",
      " 24  Email Available                    12132 non-null  bool          \n",
      " 25  Buy                                12132 non-null  int64         \n",
      " 26  Customer_engagement_days           12132 non-null  int64         \n",
      " 27  Days_since_last_transaction        12132 non-null  int64         \n",
      " 28  Customer_engagement_length         12132 non-null  object        \n",
      " 29  Language_group                     12132 non-null  object        \n",
      "dtypes: bool(4), datetime64[ns](2), float64(2), int64(6), object(16)\n",
      "memory usage: 2.9+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df[df['Buy']==1]['Campaign Period Sales'],bins=25,edgecolor='k')\n",
    "plt.xlim(0,2000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving to a CSV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Cleaned_campaign_sale.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "d=pd.get_dummies(df,columns=cat_vars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 12132 entries, 0 to 14965\n",
      "Data columns (total 76 columns):\n",
      " #   Column                                   Non-Null Count  Dtype         \n",
      "---  ------                                   --------------  -----         \n",
      " 0   Customer Number                          12132 non-null  int64         \n",
      " 1   Campaign Period Sales                    12132 non-null  float64       \n",
      " 2   Historical Sales Volume                  12132 non-null  float64       \n",
      " 3   Date of First Purchase                   12132 non-null  datetime64[ns]\n",
      " 4   Number of Prior Year Transactions        12132 non-null  int64         \n",
      " 5   Date of Last Transaction                 12132 non-null  datetime64[ns]\n",
      " 6   Number of Transactions                   12132 non-null  int64         \n",
      " 7   Buy                                      12132 non-null  int64         \n",
      " 8   Customer_engagement_days                 12132 non-null  int64         \n",
      " 9   Days_since_last_transaction              12132 non-null  int64         \n",
      " 10  Customer_engagement_length               12132 non-null  object        \n",
      " 11  Language_group                           12132 non-null  object        \n",
      " 12  Do Not Direct Mail Solicit_False         12132 non-null  uint8         \n",
      " 13  Do Not Direct Mail Solicit_True          12132 non-null  uint8         \n",
      " 14  Do Not Email_False                       12132 non-null  uint8         \n",
      " 15  Do Not Email_True                        12132 non-null  uint8         \n",
      " 16  Do Not Telemarket_False                  12132 non-null  uint8         \n",
      " 17  Do Not Telemarket_True                   12132 non-null  uint8         \n",
      " 18  Repurchase Method_AUTO RENEW             12132 non-null  uint8         \n",
      " 19  Repurchase Method_NOTICE                 12132 non-null  uint8         \n",
      " 20  Last Transaction Channel_AUTO RENEW      12132 non-null  uint8         \n",
      " 21  Last Transaction Channel_BILLING         12132 non-null  uint8         \n",
      " 22  Last Transaction Channel_BRANCH (PHONE)  12132 non-null  uint8         \n",
      " 23  Last Transaction Channel_BRANCH (POS)    12132 non-null  uint8         \n",
      " 24  Last Transaction Channel_IT              12132 non-null  uint8         \n",
      " 25  Last Transaction Channel_MAIL            12132 non-null  uint8         \n",
      " 26  Last Transaction Channel_PHONE           12132 non-null  uint8         \n",
      " 27  Last Transaction Channel_WEB             12132 non-null  uint8         \n",
      " 28  Desk_N                                   12132 non-null  uint8         \n",
      " 29  Desk_Y                                   12132 non-null  uint8         \n",
      " 30  Executive Chair_N                        12132 non-null  uint8         \n",
      " 31  Executive Chair_Y                        12132 non-null  uint8         \n",
      " 32  Standard Chair_N                         12132 non-null  uint8         \n",
      " 33  Standard Chair_Y                         12132 non-null  uint8         \n",
      " 34  Monitor_N                                12132 non-null  uint8         \n",
      " 35  Monitor_Y                                12132 non-null  uint8         \n",
      " 36  Printer_N                                12132 non-null  uint8         \n",
      " 37  Printer_Y                                12132 non-null  uint8         \n",
      " 38  Computer_N                               12132 non-null  uint8         \n",
      " 39  Computer_Y                               12132 non-null  uint8         \n",
      " 40  Computer_YY                              12132 non-null  uint8         \n",
      " 41  Insurance_N                              12132 non-null  uint8         \n",
      " 42  Insurance_Y                              12132 non-null  uint8         \n",
      " 43  Toner_N                                  12132 non-null  uint8         \n",
      " 44  Toner_Y                                  12132 non-null  uint8         \n",
      " 45  Office Supplies_N                        12132 non-null  uint8         \n",
      " 46  Office Supplies_Y                        12132 non-null  uint8         \n",
      " 47  Number of Employees_1-5                  12132 non-null  uint8         \n",
      " 48  Number of Employees_101-500              12132 non-null  uint8         \n",
      " 49  Number of Employees_11-50                12132 non-null  uint8         \n",
      " 50  Number of Employees_500+                 12132 non-null  uint8         \n",
      " 51  Number of Employees_51-100               12132 non-null  uint8         \n",
      " 52  Number of Employees_6-10                 12132 non-null  uint8         \n",
      " 53  Language_Arabic                          12132 non-null  uint8         \n",
      " 54  Language_Chinese                         12132 non-null  uint8         \n",
      " 55  Language_English                         12132 non-null  uint8         \n",
      " 56  Language_French                          12132 non-null  uint8         \n",
      " 57  Language_German                          12132 non-null  uint8         \n",
      " 58  Language_Greek                           12132 non-null  uint8         \n",
      " 59  Language_Hebrew                          12132 non-null  uint8         \n",
      " 60  Language_Hindi                           12132 non-null  uint8         \n",
      " 61  Language_Italian                         12132 non-null  uint8         \n",
      " 62  Language_Japanese                        12132 non-null  uint8         \n",
      " 63  Language_Korean                          12132 non-null  uint8         \n",
      " 64  Language_Pashto                          12132 non-null  uint8         \n",
      " 65  Language_Polish                          12132 non-null  uint8         \n",
      " 66  Language_Portuguese                      12132 non-null  uint8         \n",
      " 67  Language_Russian                         12132 non-null  uint8         \n",
      " 68  Language_Spanish                         12132 non-null  uint8         \n",
      " 69  Language_Thai                            12132 non-null  uint8         \n",
      " 70  Language_Unknown                         12132 non-null  uint8         \n",
      " 71  Language_Vietnamese                      12132 non-null  uint8         \n",
      " 72  Service Level_Premier                    12132 non-null  uint8         \n",
      " 73  Service Level_Standard                   12132 non-null  uint8         \n",
      " 74  Email Available_False                    12132 non-null  uint8         \n",
      " 75  Email Available_True                     12132 non-null  uint8         \n",
      "dtypes: datetime64[ns](2), float64(2), int64(6), object(2), uint8(64)\n",
      "memory usage: 2.3+ MB\n"
     ]
    }
   ],
   "source": [
    "d.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Customer Number</th>\n",
       "      <th>Campaign Period Sales</th>\n",
       "      <th>Historical Sales Volume</th>\n",
       "      <th>Date of First Purchase</th>\n",
       "      <th>Number of Prior Year Transactions</th>\n",
       "      <th>Date of Last Transaction</th>\n",
       "      <th>Number of Transactions</th>\n",
       "      <th>Buy</th>\n",
       "      <th>Customer_engagement_days</th>\n",
       "      <th>Days_since_last_transaction</th>\n",
       "      <th>...</th>\n",
       "      <th>Language_Portuguese</th>\n",
       "      <th>Language_Russian</th>\n",
       "      <th>Language_Spanish</th>\n",
       "      <th>Language_Thai</th>\n",
       "      <th>Language_Unknown</th>\n",
       "      <th>Language_Vietnamese</th>\n",
       "      <th>Service Level_Premier</th>\n",
       "      <th>Service Level_Standard</th>\n",
       "      <th>Email Available_False</th>\n",
       "      <th>Email Available_True</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>86734</td>\n",
       "      <td>238.704762</td>\n",
       "      <td>146803.428571</td>\n",
       "      <td>1968-10-01</td>\n",
       "      <td>15</td>\n",
       "      <td>2015-02-05</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>19170</td>\n",
       "      <td>2242</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>97098</td>\n",
       "      <td>281.680000</td>\n",
       "      <td>439984.160000</td>\n",
       "      <td>1981-06-15</td>\n",
       "      <td>22</td>\n",
       "      <td>2014-10-02</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>14530</td>\n",
       "      <td>2368</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100836</td>\n",
       "      <td>432.857143</td>\n",
       "      <td>970465.714286</td>\n",
       "      <td>1962-11-01</td>\n",
       "      <td>19</td>\n",
       "      <td>2010-03-17</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>21331</td>\n",
       "      <td>4028</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>116390</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>230193.600000</td>\n",
       "      <td>1983-06-01</td>\n",
       "      <td>17</td>\n",
       "      <td>2014-08-14</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>13814</td>\n",
       "      <td>2417</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>148529</td>\n",
       "      <td>308.419048</td>\n",
       "      <td>182584.076190</td>\n",
       "      <td>1979-05-15</td>\n",
       "      <td>16</td>\n",
       "      <td>2012-08-24</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>15292</td>\n",
       "      <td>3137</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 76 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Customer Number  Campaign Period Sales  Historical Sales Volume  \\\n",
       "0            86734             238.704762            146803.428571   \n",
       "1            97098             281.680000            439984.160000   \n",
       "2           100836             432.857143            970465.714286   \n",
       "3           116390               0.000000            230193.600000   \n",
       "5           148529             308.419048            182584.076190   \n",
       "\n",
       "  Date of First Purchase  Number of Prior Year Transactions  \\\n",
       "0             1968-10-01                                 15   \n",
       "1             1981-06-15                                 22   \n",
       "2             1962-11-01                                 19   \n",
       "3             1983-06-01                                 17   \n",
       "5             1979-05-15                                 16   \n",
       "\n",
       "  Date of Last Transaction  Number of Transactions  Buy  \\\n",
       "0               2015-02-05                      15    1   \n",
       "1               2014-10-02                      22    1   \n",
       "2               2010-03-17                      19    1   \n",
       "3               2014-08-14                      17    0   \n",
       "5               2012-08-24                      16    1   \n",
       "\n",
       "   Customer_engagement_days  Days_since_last_transaction  ...  \\\n",
       "0                     19170                         2242  ...   \n",
       "1                     14530                         2368  ...   \n",
       "2                     21331                         4028  ...   \n",
       "3                     13814                         2417  ...   \n",
       "5                     15292                         3137  ...   \n",
       "\n",
       "  Language_Portuguese Language_Russian  Language_Spanish  Language_Thai  \\\n",
       "0                   0                0                 0              0   \n",
       "1                   0                0                 0              0   \n",
       "2                   0                0                 0              0   \n",
       "3                   0                0                 0              0   \n",
       "5                   0                0                 0              0   \n",
       "\n",
       "   Language_Unknown  Language_Vietnamese  Service Level_Premier  \\\n",
       "0                 0                    0                      1   \n",
       "1                 0                    0                      1   \n",
       "2                 0                    0                      1   \n",
       "3                 0                    0                      0   \n",
       "5                 0                    0                      1   \n",
       "\n",
       "   Service Level_Standard  Email Available_False  Email Available_True  \n",
       "0                       0                      0                     1  \n",
       "1                       0                      0                     1  \n",
       "2                       0                      0                     1  \n",
       "3                       1                      0                     1  \n",
       "5                       0                      1                     0  \n",
       "\n",
       "[5 rows x 76 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8843"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(d[d['Campaign Period Sales']==0.0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(18,6))\n",
    "ax[0].scatter(d['Historical Sales Volume'],d['Campaign Period Sales'],c='blue',edgecolor='k')\n",
    "ax[0].set_title('Historical Sales Volume',fontsize=18)\n",
    "ax[1].scatter(d['Number of Prior Year Transactions'],d['Campaign Period Sales'],c='blue',edgecolor='k')\n",
    "ax[1].set_title('Number of Prior Year Transactions',fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
